Precision Personnel Locator System · Matthew Lowe Electrical and Computer Engineering Worcester...

Preview:

Citation preview

Precision Personnel Locator System

Matthew LoweElectrical and Computer Engineering

Worcester Polytechnic InstituteWorcester, MA

Inertial Filtering for Improved Position Accuracy in Challenging RF Environments

06/29/2011

JNC 2011

2296Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

Overall Project Goal

• Indoor LocalizationTracking

• For first responders• No  Pre‐installed 

Infrastructure• Rapid Deployment

2297Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

Inertial RF FusionOverview

• Design an Inertial Tracking solution– Foot Mounted IMU– (Extended) Kalman Filter

• Design an RF algorithm which uses Inertial information at the signal (not range) level– (ISAR) Inverse Synthetic 

Aperture (sART) Singular value Reconciliation Tomography (ISART)

• Close the loop to update the Inertial

2298Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

Inertial RF Fusion

IMUData

Fusion Algorithm

RF Data

Inertial System Model

EKF

PhysicalSystem Model

Noise Model

2299Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

Physical System Model

• Newtonian Physics • Representing Rotation (Charting)

Charts•Rotation Matrix•Unit Quaternion•Euler Angle

Problems•Closure•Differential Form

ContinuousTime Linearize Discretize

2300Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

Inertial RF Fusion

IMUData

Fusion Algorithm

RF Data

Inertial System Model

EKF

PhysicalSystem Model

Noise Model

2301Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

Noise Model(Noise Processes)

WGN

Flicker

Bias Walk

2302Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

Inertial RF Fusion

IMUData

Fusion Algorithm

RF Data

Inertial System Model

EKF

PhysicalSystem Model

Noise Model

2303Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

EKF

Physical SystemModel

IMU Noise Specifications

(From Spec Sheet)

2304Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

German Aerospace CenterPublic Data set

2305Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

Inertial RF Fusion

11

IMUData

Fusion Algorithm

RF Data

Inertial System Model

EKF

PhysicalSystem Model

Noise Model

2306Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

sART

• Combines the data at the signal level

• Each point is rephasedas if the signal originated there

• Metric is computed using Singular Value Decomposition

• Each point is compared via its metric value

2307Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

Religious Center

13

2308Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

ISART

• Use the benefits of both systems• Inertial is good in the 

short term• RF has no drift

• Use the inertial track to tie together multiple RF measurements

o8

2309Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

Slide 14

o8 This looks like your notes, not a slide for the audience.orr, 6/22/2011

2310Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

ISART SimulationsART ISART

2311Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

ISART Real Data

Inertial  TrackISART  Track

sART Track

2312Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

Conclusions

• Designed an Inertial Tracking solution– Contributed a filter creation method which was automated and based on sensor specifications

– Demonstrated validity on a publically available data set

• Design an RF algorithm which uses Inertial information– Contributed an algorithm which mitigates difficult RF environments by using inertial tracks

– Demonstrated preliminary results

2313Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

Acknowledgments

• DHS S&T• Analog Devices• Team members (Andrew and Jamie)• German Aerospace Center DLR

18

2314Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

PPL Workshop at WPI sponsored by DHS

• In August WPI will be hosting the 6th annual indoor location workshop

• http://www.wpi.edu/academics/ece/ppl/2011workshop.html or Google “ppl workshop”

2315Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

Questions?

2316Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO

Recommended